Pith Number

pith:47TOTDRZ

pith:2023:47TOTDRZVU3UJWZFLC6U3JJTPD

not attested not anchored not stored refs pending

Contextual Pre-planning on Reward Machine Abstractions for Enhanced Transfer in Deep Reinforcement Learning

Guy Azran, Mohamad H. Danesh, Sarah Keren, Stefano V. Albrecht

arxiv:2307.05209 v4 · 2023-07-11 · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{47TOTDRZVU3UJWZFLC6U3JJTPD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T07:47:25.605452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7e6e98e39ad3744db2558bd4da53378d81af3ffa30cd1d6c6bf8495052c6681

Aliases

arxiv: 2307.05209 · arxiv_version: 2307.05209v4 · doi: 10.48550/arxiv.2307.05209 · pith_short_12: 47TOTDRZVU3U · pith_short_16: 47TOTDRZVU3UJWZF · pith_short_8: 47TOTDRZ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/47TOTDRZVU3UJWZFLC6U3JJTPD \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: e7e6e98e39ad3744db2558bd4da53378d81af3ffa30cd1d6c6bf8495052c6681

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3e1cb4aa8ff365b7142dce5916f571b7db0eb5e02a00aeea67730aac056d8ec",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-07-11T12:28:05Z",
    "title_canon_sha256": "93a839115aec07b5d7086fd801c37efffa6d81e2203abd9e5d9b8b80b9889f5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.05209",
    "kind": "arxiv",
    "version": 4
  }
}